{"id":840,"date":"2024-09-24T23:06:25","date_gmt":"2024-09-24T14:06:25","guid":{"rendered":"https:\/\/wps.itc.kansai-u.ac.jp\/li\/?page_id=840"},"modified":"2025-01-16T12:31:18","modified_gmt":"2025-01-16T03:31:18","slug":"ds","status":"publish","type":"page","link":"https:\/\/wps.itc.kansai-u.ac.jp\/li\/handouts\/ds\/","title":{"rendered":"\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9 [Data Science]"},"content":{"rendered":"\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/1-1081b640186580fe935cd7d592cbfa94\" target=\"_blank\" rel=\"noreferrer noopener\">1. \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3078\u3088\u3046\u3053\u305d\uff01<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/2-RStudio-1121b640186580149f37d0f81e21c974\" target=\"_blank\" rel=\"noreferrer noopener\">2. RStudio\u306e\u57fa\u672c\u64cd\u4f5c<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/3-1-1181b6401865800ba125d6669020dca1\" target=\"_blank\" rel=\"noreferrer noopener\">3. \u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316 (1)<\/a>\u3000\u3000<a href=\"https:\/\/www2.itc.kansai-u.ac.jp\/~lizh\/DS\/DS_03.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u3010\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u3053\u3061\u3089\u3011<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/3-2-1201b64018658081916cf8e08f4151f1\" target=\"_blank\" rel=\"noreferrer noopener\">4. \u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316 (2)<\/a>\u3000\u3000<a href=\"https:\/\/www2.itc.kansai-u.ac.jp\/~lizh\/DS\/DS_04.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u3010\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u3053\u3061\u3089\u3011<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/5-3-1221b6401865805f8f33d63d098b00df\" target=\"_blank\" rel=\"noreferrer noopener\">5. \u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316 (3)<\/a>\u3000\u3000<a href=\"https:\/\/www2.itc.kansai-u.ac.jp\/~lizh\/DS\/DS_05.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u3010\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u3053\u3061\u3089\u3011<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/6-Tidy-1-12e1b640186580c9b036e1ac639d68d0\" target=\"_blank\" rel=\"noreferrer noopener\">6. \u30c7\u30fc\u30bf\u6574\u7406\u3068Tidy\u30c7\u30fc\u30bf (1)<\/a>\u3000\u3000<a href=\"https:\/\/www2.itc.kansai-u.ac.jp\/~lizh\/DS\/DS_06.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u3010\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u3053\u3061\u3089\u3011<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/7-Tidy-2-1361b640186580ab84d1de33094b9d8f\" target=\"_blank\" rel=\"noreferrer noopener\">7. \u30c7\u30fc\u30bf\u6574\u7406\u3068Tidy\u30c7\u30fc\u30bf (2)<\/a>\u3000\u3000<a href=\"https:\/\/www2.itc.kansai-u.ac.jp\/~lizh\/DS\/DS_07.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u3010\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u3053\u3061\u3089\u3011<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/8-Tidy-3-1361b6401865800f9186faee0f3afd71\" target=\"_blank\" rel=\"noreferrer noopener\">8. \u30c7\u30fc\u30bf\u6574\u7406\u3068Tidy\u30c7\u30fc\u30bf (3)<\/a>\u3000\u3000<a href=\"https:\/\/www2.itc.kansai-u.ac.jp\/~lizh\/DS\/DS_08.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u3010\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u3053\u3061\u3089\u3011<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/9-RStudio-Orange-1441b640186580a4ad04fe9c5d901738\" target=\"_blank\" rel=\"noreferrer noopener\">9. \u81e8\u6642\u30c4\u30fc\u30eb\u5909\u66f4: RStudio\u2192Orange<\/a>\u3000\u3000<a href=\"#\" target=\"_blank\" rel=\"noreferrer noopener\">\u3010\u95a2\u9023\u30c7\u30fc\u30bf\u306f\u3042\u308a\u307e\u305b\u3093\u3011<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/10-14a1b640186580da8de9f7f42ca6f55a\" target=\"_blank\" rel=\"noreferrer noopener\">10. \u9867\u5ba2\u306e\u5206\u985e \u2014 \u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790<\/a>\u3000\u3000<a href=\"https:\/\/www2.itc.kansai-u.ac.jp\/~lizh\/DS\/DS_10.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u3010\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u3053\u3061\u3089\u3011<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/11-1521b640186580eca3ecf630973a4889\" target=\"_blank\" rel=\"noreferrer noopener\">11. \u3069\u306e\u3088\u3046\u306a\u5546\u54c1\u304c\u4e00\u7dd2\u306b\u8cfc\u5165\u3055\u308c\u3084\u3059\u3044\u304b \u2014 \u30d0\u30b9\u30b1\u30c3\u30c8\u5206\u6790<\/a>\u3000\u3000<a href=\"https:\/\/www2.itc.kansai-u.ac.jp\/~lizh\/DS\/DS_11.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u3010\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u3053\u3061\u3089\u3011<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/12-1581b640186580379f5ae1c81fe9fee0\" target=\"_blank\" rel=\"noreferrer noopener\">12. \u6d88\u8cbb\u8005\u306e\u8cfc\u8cb7\u91d1\u984d\u3092\u4e88\u6e2c\u3057\u3088\u3046 \u2014 \u56de\u5e30\u5206\u6790<\/a>\u3000\u3000<a href=\"https:\/\/www2.itc.kansai-u.ac.jp\/~lizh\/DS\/DS_12.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u3010\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u3053\u3061\u3089\u3011<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/13-1601b64018658096b40edf7b1c368bef\" target=\"_blank\" rel=\"noreferrer noopener\">13. \u3069\u3093\u306a\u6d88\u8cbb\u8005\u306f\u4e0a\u7d1a\u4f1a\u54e1\u306b\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3059\u308b\u304b \u2014 \u30ed\u30b8\u30b9\u30c6\u30a3\u30af\u30b9\u56de\u5e30<\/a>\u3000\u3000<a href=\"https:\/\/www2.itc.kansai-u.ac.jp\/~lizh\/DS\/DS_13.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u3010\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u3053\u3061\u3089\u3011<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/14-1731b640186580e4a902c65a5a040a7d\" target=\"_blank\" rel=\"noreferrer noopener\">14. \u6765\u5e97\u4eba\u6570\u306b\u306f\u4e88\u6e2c\u53ef\u80fd\u306a\u898f\u5247\u6027\u304c\u3042\u308b\u306e\u304b \u2014 \u6642\u7cfb\u5217\u5206\u6790<\/a>\u3000\u3000<a href=\"https:\/\/www2.itc.kansai-u.ac.jp\/~lizh\/DS\/DS_14.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u3010\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u3053\u3061\u3089\u3011<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/15-PCA-17c1b64018658081ac1fed1202b052c0\" target=\"_blank\" rel=\"noreferrer noopener\">15. \u60c5\u5831\u3092\u7c21\u6f54\u306b\u8868\u73fe\u3059\u308b \u2014 \u4e3b\u6210\u5206\u5206\u6790 (PCA)<\/a>\u3000\u3000<a href=\"https:\/\/www2.itc.kansai-u.ac.jp\/~lizh\/DS\/DS_15.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u3010\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u3053\u3061\u3089\u3011<\/a><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/mslab-li.notion.site\/2024-17c1b640186580138650c98c3e15b5b3\" target=\"_blank\" rel=\"noreferrer noopener\">\u30102024\u5e74\u5ea6\u30fb\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3011\u671f\u672b\u30ec\u30dd\u30fc\u30c8<\/a>\u3000\u3000<a href=\"https:\/\/www2.itc.kansai-u.ac.jp\/~lizh\/DS\/DS_final.zip\" target=\"_blank\" rel=\"noreferrer noopener\">\u3010\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u3053\u3061\u3089\u3011<\/a><\/h4>\n","protected":false},"excerpt":{"rendered":"<p>1. \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3078\u3088\u3046\u3053\u305d\uff01 2. RStudio\u306e\u57fa &#8230;<\/p>\n","protected":false},"author":271,"featured_media":0,"parent":660,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"template-fullwidth.php","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-840","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/wps.itc.kansai-u.ac.jp\/li\/wp-json\/wp\/v2\/pages\/840","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wps.itc.kansai-u.ac.jp\/li\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wps.itc.kansai-u.ac.jp\/li\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wps.itc.kansai-u.ac.jp\/li\/wp-json\/wp\/v2\/users\/271"}],"replies":[{"embeddable":true,"href":"https:\/\/wps.itc.kansai-u.ac.jp\/li\/wp-json\/wp\/v2\/comments?post=840"}],"version-history":[{"count":21,"href":"https:\/\/wps.itc.kansai-u.ac.jp\/li\/wp-json\/wp\/v2\/pages\/840\/revisions"}],"predecessor-version":[{"id":912,"href":"https:\/\/wps.itc.kansai-u.ac.jp\/li\/wp-json\/wp\/v2\/pages\/840\/revisions\/912"}],"up":[{"embeddable":true,"href":"https:\/\/wps.itc.kansai-u.ac.jp\/li\/wp-json\/wp\/v2\/pages\/660"}],"wp:attachment":[{"href":"https:\/\/wps.itc.kansai-u.ac.jp\/li\/wp-json\/wp\/v2\/media?parent=840"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}